Pandas Profiling Report

Dataset statistics

Number of variables	24
Number of observations	12070
Missing cells	184
Missing cells (%)	0.1%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	2.3 MiB
Average record size in memory	200.0 B

Variable types

Text	1
Numeric	18
Boolean	4
Categorical	1

Alerts

`remaining_term` is highly overall correlated with `churn`	High correlation
`number_vmail_messages` is highly overall correlated with `voice_mail_plan`	High correlation
`total_day_minutes` is highly overall correlated with `total_day_charge`	High correlation
`total_day_charge` is highly overall correlated with `total_day_minutes`	High correlation
`total_eve_minutes` is highly overall correlated with `total_eve_charge`	High correlation
`total_eve_charge` is highly overall correlated with `total_eve_minutes`	High correlation
`total_night_minutes` is highly overall correlated with `total_night_charge`	High correlation
`total_night_charge` is highly overall correlated with `total_night_minutes`	High correlation
`total_intl_minutes` is highly overall correlated with `total_intl_charge`	High correlation
`total_intl_charge` is highly overall correlated with `total_intl_minutes`	High correlation
`voice_mail_plan` is highly overall correlated with `number_vmail_messages`	High correlation
`churn` is highly overall correlated with `remaining_term`	High correlation
`promotions_offered` is highly imbalanced (67.2%)	Imbalance
`international_plan` is highly imbalanced (55.6%)	Imbalance
`total_day_minutes` has unique values	Unique
`total_day_charge` has unique values	Unique
`total_eve_charge` has unique values	Unique
`total_night_minutes` has unique values	Unique
`total_night_charge` has unique values	Unique
`total_intl_minutes` has unique values	Unique
`total_intl_charge` has unique values	Unique
`number_vmail_messages` has 1731 (14.3%) zeros	Zeros
`number_customer_service_calls` has 2534 (21.0%) zeros	Zeros

Reproduction

Analysis started	2023-09-04 13:47:27.078165
Analysis finished	2023-09-04 13:48:19.794362
Duration	52.72 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

state_code
Text

Distinct	51
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Memory size	188.6 KiB

Length

Max length	2
Median length	2
Mean length	2
Min length	2

Characters and Unicode

Total characters	24140
Distinct characters	24
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	TN
2nd row	DE
3rd row	AZ
4th row	KY
5th row	HI

Value	Count	Frequency (%)
wv	398	3.3%
id	323	2.7%
mn	293	2.4%
or	293	2.4%
ut	288	2.4%
ny	281	2.3%
tx	277	2.3%
al	275	2.3%
va	272	2.3%
mt	267	2.2%
Other values (41)	9103	75.4%

Most occurring characters

Value	Count	Frequency (%)
N	2664	11.0%
A	2491	10.3%
M	2216	9.2%
I	1891	7.8%
T	1555	6.4%
D	1390	5.8%
C	1291	5.3%
O	1205	5.0%
V	1162	4.8%
W	1145	4.7%
Other values (14)	7130	29.5%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	24140	100.0%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
N	2664	11.0%
A	2491	10.3%
M	2216	9.2%
I	1891	7.8%
T	1555	6.4%
D	1390	5.8%
C	1291	5.3%
O	1205	5.0%
V	1162	4.8%
W	1145	4.7%
Other values (14)	7130	29.5%

Most occurring scripts

Value	Count	Frequency (%)
Latin	24140	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
N	2664	11.0%
A	2491	10.3%
M	2216	9.2%
I	1891	7.8%
T	1555	6.4%
D	1390	5.8%
C	1291	5.3%
O	1205	5.0%
V	1162	4.8%
W	1145	4.7%
Other values (14)	7130	29.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	24140	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
N	2664	11.0%
A	2491	10.3%
M	2216	9.2%
I	1891	7.8%
T	1555	6.4%
D	1390	5.8%
C	1291	5.3%
O	1205	5.0%
V	1162	4.8%
W	1145	4.7%
Other values (14)	7130	29.5%

tenure
Real number (ℝ)

Distinct	230
Distinct (%)	1.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	100.31077

Minimum	1
Maximum	238
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	188.6 KiB

Quantile statistics

Minimum	1
5-th percentile	35
Q1	73
median	100
Q3	127
95-th percentile	168
Maximum	238
Range	237
Interquartile range (IQR)	54

Descriptive statistics

Standard deviation	39.742023
Coefficient of variation (CV)	0.39618899
Kurtosis	-0.1587008
Mean	100.31077
Median Absolute Deviation (MAD)	27
Skewness	0.10236269
Sum	1210751
Variance	1579.4284
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
96	145	1.2%
102	145	1.2%
117	135	1.1%
105	134	1.1%
93	131	1.1%
97	129	1.1%
101	129	1.1%
113	128	1.1%
109	125	1.0%
110	125	1.0%
Other values (220)	10744	89.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	2	< 0.1%
2	11	0.1%
3	11	0.1%
4	14	0.1%
5	10	0.1%
6	12	0.1%
7	8	0.1%
8	14	0.1%
9	11	0.1%
10	10	0.1%

Value	Count	Frequency (%)
238	1	< 0.1%
237	1	< 0.1%
232	2	< 0.1%
230	1	< 0.1%
228	3	< 0.1%
227	1	< 0.1%
225	1	< 0.1%
223	1	< 0.1%
222	1	< 0.1%
221	1	< 0.1%

contract_length
Real number (ℝ)

Distinct	17
Distinct (%)	0.1%
Missing	29
Missing (%)	0.2%
Infinite	0
Infinite (%)	0.0%
Mean	15.92484

Minimum	8
Maximum	24
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	188.6 KiB

Quantile statistics

Minimum	8
5-th percentile	8
Q1	12
median	16
Q3	20
95-th percentile	24
Maximum	24
Range	16
Interquartile range (IQR)	8

Descriptive statistics

Standard deviation	4.904918
Coefficient of variation (CV)	0.30800422
Kurtosis	-1.2067236
Mean	15.92484
Median Absolute Deviation (MAD)	4
Skewness	0.015308932
Sum	191751
Variance	24.058221
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=17)

Value	Count	Frequency (%)
17	740	6.1%
8	736	6.1%
9	732	6.1%
13	729	6.0%
16	725	6.0%
11	723	6.0%
10	717	5.9%
20	714	5.9%
24	705	5.8%
15	702	5.8%
Other values (7)	4818	39.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
8	736	6.1%
9	732	6.1%
10	717	5.9%
11	723	6.0%
12	701	5.8%
13	729	6.0%
14	669	5.5%
15	702	5.8%
16	725	6.0%
17	740	6.1%

Value	Count	Frequency (%)
24	705	5.8%
23	676	5.6%
22	699	5.8%
21	686	5.7%
20	714	5.9%
19	689	5.7%
18	698	5.8%
17	740	6.1%
16	725	6.0%
15	702	5.8%

promotions_offered
Boolean

IMBALANCE

Distinct	2
Distinct (%)	< 0.1%
Missing	29
Missing (%)	0.2%
Memory size	117.9 KiB

False	11318
True	723
(Missing)	29

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
False	11318	93.8%
True	723	6.0%
(Missing)	29	0.2%

remaining_term
Real number (ℝ)

HIGH CORRELATION

Distinct	24
Distinct (%)	0.2%
Missing	29
Missing (%)	0.2%
Infinite	0
Infinite (%)	0.0%
Mean	11.137115

Minimum	1
Maximum	24
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	188.6 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	5
median	10
Q3	17
95-th percentile	23
Maximum	24
Range	23
Interquartile range (IQR)	12

Descriptive statistics

Standard deviation	7.2122118
Coefficient of variation (CV)	0.6475835
Kurtosis	-1.2570163
Mean	11.137115
Median Absolute Deviation (MAD)	6
Skewness	0.24481472
Sum	134102
Variance	52.015999
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=24)

Value	Count	Frequency (%)
2	822	6.8%
3	770	6.4%
1	737	6.1%
7	656	5.4%
4	640	5.3%
5	609	5.0%
6	589	4.9%
21	460	3.8%
17	451	3.7%
15	448	3.7%
Other values (14)	5859	48.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	737	6.1%
2	822	6.8%
3	770	6.4%
4	640	5.3%
5	609	5.0%
6	589	4.9%
7	656	5.4%
8	432	3.6%
9	438	3.6%
10	438	3.6%

Value	Count	Frequency (%)
24	440	3.6%
23	434	3.6%
22	402	3.3%
21	460	3.8%
20	446	3.7%
19	420	3.5%
18	402	3.3%
17	451	3.7%
16	369	3.1%
15	448	3.7%

last_nps_rating
Real number (ℝ)

Distinct	10
Distinct (%)	0.1%
Missing	29
Missing (%)	0.2%
Infinite	0
Infinite (%)	0.0%
Mean	6.1028154

Minimum	1
Maximum	10
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	188.6 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	4
median	7
Q3	8
95-th percentile	10
Maximum	10
Range	9
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	2.7237225
Coefficient of variation (CV)	0.44630589
Kurtosis	-0.9782282
Mean	6.1028154
Median Absolute Deviation (MAD)	2
Skewness	-0.39179404
Sum	73484
Variance	7.418664
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
6	1778	14.7%
9	1685	14.0%
7	1664	13.8%
8	1608	13.3%
10	1103	9.1%
2	930	7.7%
4	918	7.6%
3	889	7.4%
1	855	7.1%
5	611	5.1%
(Missing)	29	0.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	855	7.1%
2	930	7.7%
3	889	7.4%
4	918	7.6%
5	611	5.1%
6	1778	14.7%
7	1664	13.8%
8	1608	13.3%
9	1685	14.0%
10	1103	9.1%

Value	Count	Frequency (%)
10	1103	9.1%
9	1685	14.0%
8	1608	13.3%
7	1664	13.8%
6	1778	14.7%
5	611	5.1%
4	918	7.6%
3	889	7.4%
2	930	7.7%
1	855	7.1%

area_code
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	7
Missing (%)	0.1%
Memory size	188.6 KiB

area_code_415	6049
area_code_510	3035
area_code_408	2979

Length

Max length	13
Median length	13
Mean length	13
Min length	13

Characters and Unicode

Total characters	156819
Distinct characters	12
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	area_code_510
2nd row	area_code_510
3rd row	area_code_415
4th row	area_code_408
5th row	area_code_510

Common Values

Value	Count	Frequency (%)
area_code_415	6049	50.1%
area_code_510	3035	25.1%
area_code_408	2979	24.7%
(Missing)	7	0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
area_code_415	6049	50.1%
area_code_510	3035	25.2%
area_code_408	2979	24.7%

Most occurring characters

Value	Count	Frequency (%)
a	24126	15.4%
e	24126	15.4%
_	24126	15.4%
r	12063	7.7%
c	12063	7.7%
o	12063	7.7%
d	12063	7.7%
1	9084	5.8%
5	9084	5.8%
4	9028	5.8%
Other values (2)	8993	5.7%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	96504	61.5%
Decimal Number	36189	23.1%
Connector Punctuation	24126	15.4%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
a	24126	25.0%
e	24126	25.0%
r	12063	12.5%
c	12063	12.5%
o	12063	12.5%
d	12063	12.5%

Decimal Number

Value	Count	Frequency (%)
1	9084	25.1%
5	9084	25.1%
4	9028	24.9%
0	6014	16.6%
8	2979	8.2%

Connector Punctuation

Value	Count	Frequency (%)
_	24126	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	96504	61.5%
Common	60315	38.5%

Most frequent character per script

Latin

Value	Count	Frequency (%)
a	24126	25.0%
e	24126	25.0%
r	12063	12.5%
c	12063	12.5%
o	12063	12.5%
d	12063	12.5%

Common

Value	Count	Frequency (%)
_	24126	40.0%
1	9084	15.1%
5	9084	15.1%
4	9028	15.0%
0	6014	10.0%
8	2979	4.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	156819	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
a	24126	15.4%
e	24126	15.4%
_	24126	15.4%
r	12063	7.7%
c	12063	7.7%
o	12063	7.7%
d	12063	7.7%
1	9084	5.8%
5	9084	5.8%
4	9028	5.8%
Other values (2)	8993	5.7%

international_plan
Boolean

IMBALANCE

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	106.1 KiB

False	10957
True	1113

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
False	10957	90.8%
True	1113	9.2%

voice_mail_plan
Boolean

HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	20
Missing (%)	0.2%
Memory size	117.9 KiB

False	8887
True	3163
(Missing)	20

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
False	8887	73.6%
True	3163	26.2%
(Missing)	20	0.2%

number_vmail_messages
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	50
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8.6386081

Minimum	0
Maximum	52
Zeros	1731
Zeros (%)	14.3%
Negative	0
Negative (%)	0.0%
Memory size	188.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	2
Q3	16
95-th percentile	36
Maximum	52
Range	52
Interquartile range (IQR)	15

Descriptive statistics

Standard deviation	13.030305
Coefficient of variation (CV)	1.5083801
Kurtosis	0.33147233
Mean	8.6386081
Median Absolute Deviation (MAD)	1
Skewness	1.3790256
Sum	104268
Variance	169.78885
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	3464	28.7%
2	3359	27.8%
0	1731	14.3%
3	349	2.9%
30	207	1.7%
31	185	1.5%
29	180	1.5%
28	174	1.4%
27	171	1.4%
26	139	1.2%
Other values (40)	2111	17.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1731	14.3%
1	3464	28.7%
2	3359	27.8%
3	349	2.9%
6	4	< 0.1%
8	5	< 0.1%
9	4	< 0.1%
10	8	0.1%
11	12	0.1%
12	5	< 0.1%

Value	Count	Frequency (%)
52	4	< 0.1%
51	2	< 0.1%
50	5	< 0.1%
49	10	0.1%
48	8	0.1%
47	14	0.1%
46	17	0.1%
45	18	0.1%
44	42	0.3%
43	38	0.3%

total_day_minutes
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	12070
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	179.82137

Minimum	1.3839017
Maximum	351.09182
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	188.6 KiB

Quantile statistics

Minimum	1.3839017
5-th percentile	89.74897
Q1	142.62117
median	179.70508
Q3	217.02436
95-th percentile	271.25486
Maximum	351.09182
Range	349.70792
Interquartile range (IQR)	74.403187

Descriptive statistics

Standard deviation	54.694309
Coefficient of variation (CV)	0.30415912
Kurtosis	-0.044252426
Mean	179.82137
Median Absolute Deviation (MAD)	37.186918
Skewness	0.021166821
Sum	2170443.9
Variance	2991.4675
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
117.2649102	1	< 0.1%
123.4344043	1	< 0.1%
166.2388228	1	< 0.1%
244.2079738	1	< 0.1%
145.2743933	1	< 0.1%
171.267347	1	< 0.1%
209.7171232	1	< 0.1%
73.54513394	1	< 0.1%
215.0982239	1	< 0.1%
97.1380356	1	< 0.1%
Other values (12060)	12060	99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1.383901705	1	< 0.1%
2.253772021	1	< 0.1%
3.276387559	1	< 0.1%
5.274037576	1	< 0.1%
5.684070477	1	< 0.1%
5.900453333	1	< 0.1%
6.681255122	1	< 0.1%
8.729202756	1	< 0.1%
9.059645578	1	< 0.1%
10.29086229	1	< 0.1%

Value	Count	Frequency (%)
351.0918227	1	< 0.1%
350.7728884	1	< 0.1%
348.1106457	1	< 0.1%
347.5604267	1	< 0.1%
347.1849395	1	< 0.1%
346.3442503	1	< 0.1%
345.3269043	1	< 0.1%
344.7302571	1	< 0.1%
344.1290277	1	< 0.1%
343.0510698	1	< 0.1%

total_day_calls
Real number (ℝ)

Distinct	138
Distinct (%)	1.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	100.06437

Minimum	1
Maximum	165
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	188.6 KiB

Quantile statistics

Minimum	1
5-th percentile	67
Q1	87
median	100
Q3	113
95-th percentile	133
Maximum	165
Range	164
Interquartile range (IQR)	26

Descriptive statistics

Standard deviation	20.137844
Coefficient of variation (CV)	0.20124889
Kurtosis	0.14995377
Mean	100.06437
Median Absolute Deviation (MAD)	13
Skewness	-0.081698159
Sum	1207777
Variance	405.53277
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
101	282	2.3%
106	273	2.3%
99	269	2.2%
105	268	2.2%
102	260	2.2%
103	258	2.1%
92	254	2.1%
100	251	2.1%
96	246	2.0%
107	246	2.0%
Other values (128)	9463	78.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	1	< 0.1%
2	1	< 0.1%
3	1	< 0.1%
6	1	< 0.1%
8	1	< 0.1%
28	1	< 0.1%
34	2	< 0.1%
35	2	< 0.1%
36	1	< 0.1%
37	3	< 0.1%

Value	Count	Frequency (%)
165	2	< 0.1%
164	2	< 0.1%
163	3	< 0.1%
162	5	< 0.1%
161	4	< 0.1%
160	1	< 0.1%
159	1	< 0.1%
158	3	< 0.1%
157	1	< 0.1%
156	6	< 0.1%

total_day_charge
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	12070
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	30.574659

Minimum	0.11960265
Maximum	59.727092
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	188.6 KiB

Quantile statistics

Minimum	0.11960265
5-th percentile	15.315147
Q1	24.323777
median	30.517433
Q3	36.834662
95-th percentile	46.233877
Maximum	59.727092
Range	59.60749
Interquartile range (IQR)	12.510885

Descriptive statistics

Standard deviation	9.3011677
Coefficient of variation (CV)	0.30421166
Kurtosis	-0.037926791
Mean	30.574659
Median Absolute Deviation (MAD)	6.2642704
Skewness	0.019023804
Sum	369036.13
Variance	86.51172
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
20.26514717	1	< 0.1%
23.31548417	1	< 0.1%
26.97607021	1	< 0.1%
40.43196168	1	< 0.1%
24.75346032	1	< 0.1%
28.73117049	1	< 0.1%
35.41486318	1	< 0.1%
12.30274778	1	< 0.1%
37.48230428	1	< 0.1%
17.10542875	1	< 0.1%
Other values (12060)	12060	99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.11960265	1	< 0.1%
0.199583532	1	< 0.1%
0.394549988	1	< 0.1%
0.420358932	1	< 0.1%
0.633176091	1	< 0.1%
0.701549148	1	< 0.1%
1.16159554	1	< 0.1%
1.16639652	1	< 0.1%
1.347704568	1	< 0.1%
1.359332465	1	< 0.1%

Value	Count	Frequency (%)
59.72709248	1	< 0.1%
59.61329115	1	< 0.1%
59.5047015	1	< 0.1%
59.49638423	1	< 0.1%
59.27803871	1	< 0.1%
59.1434571	1	< 0.1%
59.13948553	1	< 0.1%
58.64323971	1	< 0.1%
58.60394924	1	< 0.1%
58.45380136	1	< 0.1%

total_eve_minutes
Real number (ℝ)

HIGH CORRELATION

Distinct	12058
Distinct (%)	100.0%
Missing	12
Missing (%)	0.1%
Infinite	0
Infinite (%)	0.0%
Mean	200.2883

Minimum	7.6054892
Maximum	357.73943
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	188.6 KiB

Quantile statistics

Minimum	7.6054892
5-th percentile	116.37218
Q1	166.71923
median	200.74681
Q3	233.94315
95-th percentile	283.49604
Maximum	357.73943
Range	350.13394
Interquartile range (IQR)	67.223925

Descriptive statistics

Standard deviation	50.899001
Coefficient of variation (CV)	0.25412868
Kurtosis	0.034319772
Mean	200.2883
Median Absolute Deviation (MAD)	33.653665
Skewness	-0.034996402
Sum	2415076.4
Variance	2590.7083
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
226.3256044	1	< 0.1%
209.4960581	1	< 0.1%
188.0054205	1	< 0.1%
311.5940276	1	< 0.1%
167.8863048	1	< 0.1%
285.6272746	1	< 0.1%
215.5572808	1	< 0.1%
93.89228975	1	< 0.1%
171.3260714	1	< 0.1%
116.9034619	1	< 0.1%
Other values (12048)	12048	99.8%
(Missing)	12	0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
7.605489225	1	< 0.1%
13.87460294	1	< 0.1%
29.7904916	1	< 0.1%
33.59766632	1	< 0.1%
37.57979758	1	< 0.1%
37.67775095	1	< 0.1%
37.96739213	1	< 0.1%
38.61739428	1	< 0.1%
38.74471285	1	< 0.1%
39.06182054	1	< 0.1%

Value	Count	Frequency (%)
357.7394287	1	< 0.1%
357.1613524	1	< 0.1%
356.845887	1	< 0.1%
356.5855219	1	< 0.1%
356.0424462	1	< 0.1%
355.9443647	1	< 0.1%
355.882914	1	< 0.1%
355.1030965	1	< 0.1%
354.8768408	1	< 0.1%
354.163619	1	< 0.1%

total_eve_calls
Real number (ℝ)

Distinct	130
Distinct (%)	1.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	100.41698

Minimum	1
Maximum	169
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	188.6 KiB

Quantile statistics

Minimum	1
5-th percentile	68
Q1	87
median	101
Q3	114
95-th percentile	134
Maximum	169
Range	168
Interquartile range (IQR)	27

Descriptive statistics

Standard deviation	19.898596
Coefficient of variation (CV)	0.19815967
Kurtosis	0.030601163
Mean	100.41698
Median Absolute Deviation (MAD)	14
Skewness	-0.017197949
Sum	1212033
Variance	395.95412
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
105	259	2.1%
104	256	2.1%
110	253	2.1%
107	252	2.1%
87	241	2.0%
109	241	2.0%
106	240	2.0%
108	240	2.0%
103	239	2.0%
100	239	2.0%
Other values (120)	9610	79.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	1	< 0.1%
2	1	< 0.1%
9	1	< 0.1%
16	2	< 0.1%
36	1	< 0.1%
37	1	< 0.1%
39	1	< 0.1%
42	1	< 0.1%
43	6	< 0.1%
44	4	< 0.1%

Value	Count	Frequency (%)
169	1	< 0.1%
165	1	< 0.1%
162	2	< 0.1%
161	2	< 0.1%
160	2	< 0.1%
159	4	< 0.1%
158	2	< 0.1%
157	4	< 0.1%
156	6	< 0.1%
155	5	< 0.1%

total_eve_charge
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	12070
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	17.014347

Minimum	1.0526206
Maximum	30.474658
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	188.6 KiB

Quantile statistics

Minimum	1.0526206
5-th percentile	9.9419076
Q1	14.152096
median	17.049083
Q3	19.870764
95-th percentile	24.070794
Maximum	30.474658
Range	29.422038
Interquartile range (IQR)	5.7186676

Descriptive statistics

Standard deviation	4.3198071
Coefficient of variation (CV)	0.25389204
Kurtosis	0.019455923
Mean	17.014347
Median Absolute Deviation (MAD)	2.8622218
Skewness	-0.033209868
Sum	205363.16
Variance	18.660733
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
18.92798711	1	< 0.1%
9.149633085	1	< 0.1%
18.54748163	1	< 0.1%
19.70218451	1	< 0.1%
10.55262594	1	< 0.1%
13.72531646	1	< 0.1%
16.44329767	1	< 0.1%
26.19043321	1	< 0.1%
12.81802111	1	< 0.1%
23.0298188	1	< 0.1%
Other values (12060)	12060	99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1.052620602	1	< 0.1%
1.082034259	1	< 0.1%
1.781883509	1	< 0.1%
2.575885559	1	< 0.1%
3.116535494	1	< 0.1%
3.142057001	1	< 0.1%
3.198248011	1	< 0.1%
3.227988872	1	< 0.1%
3.310988396	1	< 0.1%
3.328986687	1	< 0.1%

Value	Count	Frequency (%)
30.47465846	1	< 0.1%
30.42237227	1	< 0.1%
30.31675528	1	< 0.1%
30.22450951	1	< 0.1%
30.18550066	1	< 0.1%
30.13484407	1	< 0.1%
30.06371552	1	< 0.1%
30.00957842	1	< 0.1%
29.96673582	1	< 0.1%
29.870605	1	< 0.1%

total_night_minutes
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	12070
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	199.54625

Minimum	4.2477068
Maximum	394.85105
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	188.6 KiB

Quantile statistics

Minimum	4.2477068
5-th percentile	116.75517
Q1	165.68363
median	198.63569
Q3	234.23699
95-th percentile	283.96667
Maximum	394.85105
Range	390.60335
Interquartile range (IQR)	68.553365

Descriptive statistics

Standard deviation	50.871813
Coefficient of variation (CV)	0.25493745
Kurtosis	0.064467625
Mean	199.54625
Median Absolute Deviation (MAD)	34.306972
Skewness	0.020780417
Sum	2408523.3
Variance	2587.9413
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
217.0026187	1	< 0.1%
155.2447967	1	< 0.1%
235.3958858	1	< 0.1%
187.5315096	1	< 0.1%
247.2747071	1	< 0.1%
80.59613409	1	< 0.1%
167.5101711	1	< 0.1%
122.6801833	1	< 0.1%
233.1131687	1	< 0.1%
168.1683756	1	< 0.1%
Other values (12060)	12060	99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
4.247706833	1	< 0.1%
14.36778219	1	< 0.1%
19.87057585	1	< 0.1%
23.68633147	1	< 0.1%
32.2343525	1	< 0.1%
37.01650076	1	< 0.1%
39.75705461	1	< 0.1%
42.55363244	1	< 0.1%
42.6292883	1	< 0.1%
42.87293722	1	< 0.1%

Value	Count	Frequency (%)
394.851052	1	< 0.1%
394.5692948	1	< 0.1%
394.319131	1	< 0.1%
393.7473654	1	< 0.1%
392.0817771	1	< 0.1%
389.3467599	1	< 0.1%
385.5243677	1	< 0.1%
385.0642105	1	< 0.1%
379.7519088	1	< 0.1%
379.4195785	1	< 0.1%

total_night_calls
Real number (ℝ)

Distinct	136
Distinct (%)	1.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	99.791881

Minimum	1
Maximum	173
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	188.6 KiB

Quantile statistics

Minimum	1
5-th percentile	67
Q1	86
median	99
Q3	114
95-th percentile	131
Maximum	173
Range	172
Interquartile range (IQR)	28

Descriptive statistics

Standard deviation	20.195931
Coefficient of variation (CV)	0.20238051
Kurtosis	-0.030889075
Mean	99.791881
Median Absolute Deviation (MAD)	14
Skewness	0.024950491
Sum	1204488
Variance	407.87565
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
96	246	2.0%
95	242	2.0%
91	240	2.0%
97	239	2.0%
99	238	2.0%
90	235	1.9%
89	232	1.9%
108	231	1.9%
88	231	1.9%
94	226	1.9%
Other values (126)	9710	80.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	1	< 0.1%
4	1	< 0.1%
33	1	< 0.1%
35	1	< 0.1%
36	4	< 0.1%
37	2	< 0.1%
38	2	< 0.1%
39	1	< 0.1%
40	5	< 0.1%
41	3	< 0.1%

Value	Count	Frequency (%)
173	1	< 0.1%
169	1	< 0.1%
166	2	< 0.1%
165	5	< 0.1%
164	1	< 0.1%
163	1	< 0.1%
162	2	< 0.1%
161	2	< 0.1%
160	1	< 0.1%
159	2	< 0.1%

total_night_charge
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	12070
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8.9790099

Minimum	0.47232007
Maximum	17.700351
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	188.6 KiB

Quantile statistics

Minimum	0.47232007
5-th percentile	5.2344575
Q1	7.4462096
median	8.9529964
Q3	10.520554
95-th percentile	12.789577
Maximum	17.700351
Range	17.228031
Interquartile range (IQR)	3.0743442

Descriptive statistics

Standard deviation	2.2852685
Coefficient of variation (CV)	0.2545123
Kurtosis	0.05812154
Mean	8.9790099
Median Absolute Deviation (MAD)	1.536607
Skewness	0.014980644
Sum	108376.65
Variance	5.2224521
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
9.332900446	1	< 0.1%
6.27481455	1	< 0.1%
10.2285772	1	< 0.1%
8.803309674	1	< 0.1%
11.20344381	1	< 0.1%
4.074630795	1	< 0.1%
7.181759213	1	< 0.1%
5.522452897	1	< 0.1%
10.23103917	1	< 0.1%
7.717290516	1	< 0.1%
Other values (12060)	12060	99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.472320072	1	< 0.1%
0.570488102	1	< 0.1%
1.333742668	1	< 0.1%
1.551844264	1	< 0.1%
1.658313241	1	< 0.1%
1.71601519	1	< 0.1%
1.77919794	1	< 0.1%
1.783760695	1	< 0.1%
1.837943137	1	< 0.1%
1.856596591	1	< 0.1%

Value	Count	Frequency (%)
17.70035068	1	< 0.1%
17.58045327	1	< 0.1%
17.51801587	1	< 0.1%
17.44488275	1	< 0.1%
17.30818936	1	< 0.1%
17.22973055	1	< 0.1%
17.21201518	1	< 0.1%
17.12088707	1	< 0.1%
17.01766255	1	< 0.1%
16.97833699	1	< 0.1%

total_intl_minutes
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	12070
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	10.300118

Minimum	0.032251626
Maximum	19.981388
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	188.6 KiB

Quantile statistics

Minimum	0.032251626
5-th percentile	5.6426833
Q1	8.5294747
median	10.38298
Q3	12.066125
95-th percentile	14.7662
Maximum	19.981388
Range	19.949136
Interquartile range (IQR)	3.53665

Descriptive statistics

Standard deviation	2.8048257
Coefficient of variation (CV)	0.27231006
Kurtosis	0.62058194
Mean	10.300118
Median Absolute Deviation (MAD)	1.7664048
Skewness	-0.20854323
Sum	124322.42
Variance	7.8670471
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
8.308312365	1	< 0.1%
9.939059641	1	< 0.1%
10.27365593	1	< 0.1%
6.044009466	1	< 0.1%
6.403711513	1	< 0.1%
13.56040628	1	< 0.1%
7.092965864	1	< 0.1%
9.887069262	1	< 0.1%
14.57449194	1	< 0.1%
8.903608503	1	< 0.1%
Other values (12060)	12060	99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.032251626	1	< 0.1%
0.032854688	1	< 0.1%
0.04510787	1	< 0.1%
0.04861084	1	< 0.1%
0.057384465	1	< 0.1%
0.074933138	1	< 0.1%
0.097893899	1	< 0.1%
0.099603693	1	< 0.1%
0.101293308	1	< 0.1%
0.11626781	1	< 0.1%

Value	Count	Frequency (%)
19.98138775	1	< 0.1%
19.97419604	1	< 0.1%
19.97366835	1	< 0.1%
19.93003112	1	< 0.1%
19.78836333	1	< 0.1%
19.75557665	1	< 0.1%
19.75353643	1	< 0.1%
19.74898858	1	< 0.1%
19.72924614	1	< 0.1%
19.51103528	1	< 0.1%

total_intl_calls
Real number (ℝ)

Distinct	21
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.9618061

Minimum	0
Maximum	20
Zeros	35
Zeros (%)	0.3%
Negative	0
Negative (%)	0.0%
Memory size	188.6 KiB

Quantile statistics

Minimum	0
5-th percentile	2
Q1	3
median	5
Q3	6
95-th percentile	10
Maximum	20
Range	20
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	2.5086047
Coefficient of variation (CV)	0.50558297
Kurtosis	2.8480294
Mean	4.9618061
Median Absolute Deviation (MAD)	2
Skewness	1.2349803
Sum	59889
Variance	6.2930974
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=21)

Value	Count	Frequency (%)
4	2223	18.4%
3	2134	17.7%
5	2043	16.9%
6	1483	12.3%
2	1158	9.6%
7	953	7.9%
8	640	5.3%
9	409	3.4%
1	360	3.0%
10	279	2.3%
Other values (11)	388	3.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	35	0.3%
1	360	3.0%
2	1158	9.6%
3	2134	17.7%
4	2223	18.4%
5	2043	16.9%
6	1483	12.3%
7	953	7.9%
8	640	5.3%
9	409	3.4%

Value	Count	Frequency (%)
20	2	< 0.1%
19	9	0.1%
18	8	0.1%
17	10	0.1%
16	28	0.2%
15	12	0.1%
14	31	0.3%
13	52	0.4%
12	70	0.6%
11	131	1.1%

total_intl_charge
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	12070
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.7747432

Minimum	0.013477816
Maximum	5.3983334
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	188.6 KiB

Quantile statistics

Minimum	0.013477816
5-th percentile	1.5280225
Q1	2.2997557
median	2.8121032
Q3	3.2568424
95-th percentile	3.9358047
Maximum	5.3983334
Range	5.3848556
Interquartile range (IQR)	0.95708677

Descriptive statistics

Standard deviation	0.75010467
Coefficient of variation (CV)	0.27033301
Kurtosis	0.64719842
Mean	2.7747432
Median Absolute Deviation (MAD)	0.4778826
Skewness	-0.22691053
Sum	33491.151
Variance	0.56265702
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2.20875943	1	< 0.1%
2.540903835	1	< 0.1%
2.810695907	1	< 0.1%
1.834242907	1	< 0.1%
1.765160989	1	< 0.1%
3.531968387	1	< 0.1%
2.066167697	1	< 0.1%
2.651455696	1	< 0.1%
3.55782044	1	< 0.1%
2.403567971	1	< 0.1%
Other values (12060)	12060	99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.013477816	1	< 0.1%
0.018328444	1	< 0.1%
0.019205875	1	< 0.1%
0.019448916	1	< 0.1%
0.020782396	1	< 0.1%
0.028324033	1	< 0.1%
0.036756377	1	< 0.1%
0.046726288	1	< 0.1%
0.052583999	1	< 0.1%
0.052728383	1	< 0.1%

Value	Count	Frequency (%)
5.398333389	1	< 0.1%
5.36014793	1	< 0.1%
5.356623683	1	< 0.1%
5.343838124	1	< 0.1%
5.337579587	1	< 0.1%
5.321647452	1	< 0.1%
5.250506757	1	< 0.1%
5.245090236	1	< 0.1%
5.243483508	1	< 0.1%
5.242569384	1	< 0.1%

number_customer_service_calls
Real number (ℝ)

ZEROS

Distinct	10
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.5553438

Minimum	0
Maximum	9
Zeros	2534
Zeros (%)	21.0%
Negative	0
Negative (%)	0.0%
Memory size	188.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	1
Q3	2
95-th percentile	4
Maximum	9
Range	9
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.3178485
Coefficient of variation (CV)	0.84730365
Kurtosis	1.5964357
Mean	1.5553438
Median Absolute Deviation (MAD)	1
Skewness	1.0867767
Sum	18773
Variance	1.7367247
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
1	4382	36.3%
2	2615	21.7%
0	2534	21.0%
3	1548	12.8%
4	627	5.2%
5	239	2.0%
6	78	0.6%
7	36	0.3%
9	6	< 0.1%
8	5	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2534	21.0%
1	4382	36.3%
2	2615	21.7%
3	1548	12.8%
4	627	5.2%
5	239	2.0%
6	78	0.6%
7	36	0.3%
8	5	< 0.1%
9	6	< 0.1%

Value	Count	Frequency (%)
9	6	< 0.1%
8	5	< 0.1%
7	36	0.3%
6	78	0.6%
5	239	2.0%
4	627	5.2%
3	1548	12.8%
2	2615	21.7%
1	4382	36.3%
0	2534	21.0%

churn
Boolean

HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	29
Missing (%)	0.2%
Memory size	117.9 KiB

False	10314
True	1727
(Missing)	29

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
False	10314	85.5%
True	1727	14.3%
(Missing)	29	0.2%

Auto

Heatmap
Table

	tenure	contract_length	remaining_term	last_nps_rating	number_vmail_messages	total_day_minutes	total_day_calls	total_day_charge	total_eve_minutes	total_eve_calls	total_eve_charge	total_night_minutes	total_night_calls	total_night_charge	total_intl_minutes	total_intl_calls	total_intl_charge	number_customer_service_calls	promotions_offered	area_code	international_plan	voice_mail_plan	churn
tenure	1.000	-0.006	-0.007	0.008	-0.020	-0.006	0.024	-0.007	-0.018	0.000	-0.019	-0.001	0.014	0.001	0.012	0.021	0.015	-0.009	0.025	0.045	0.035	0.021	0.031
contract_length	-0.006	1.000	0.012	-0.018	-0.006	0.005	-0.001	0.003	0.009	-0.000	0.010	0.005	-0.014	0.003	-0.006	-0.018	-0.009	0.008	0.018	0.012	0.019	0.000	0.000
remaining_term	-0.007	0.012	1.000	0.206	0.020	-0.087	0.009	-0.087	-0.034	0.002	-0.034	-0.018	0.006	-0.018	-0.023	0.006	-0.023	-0.070	0.333	0.009	0.118	0.045	0.519
last_nps_rating	0.008	-0.018	0.206	1.000	0.019	-0.071	0.002	-0.069	-0.050	0.024	-0.049	-0.019	-0.003	-0.017	-0.025	0.022	-0.024	-0.048	0.236	0.000	0.110	0.038	0.494
number_vmail_messages	-0.020	-0.006	0.020	0.019	1.000	0.003	0.000	0.004	0.015	0.005	0.016	0.006	0.018	0.007	0.011	-0.007	0.012	-0.021	0.030	0.020	0.025	0.999	0.095
total_day_minutes	-0.006	0.005	-0.087	-0.071	0.003	1.000	0.001	0.990	-0.012	0.022	-0.011	0.005	-0.007	0.004	-0.020	-0.005	-0.022	-0.008	0.140	0.059	0.064	0.045	0.356
total_day_calls	0.024	-0.001	0.009	0.002	0.000	0.001	1.000	0.004	0.019	-0.010	0.020	-0.004	0.007	-0.002	-0.003	0.001	-0.002	-0.010	0.005	0.038	0.042	0.046	0.039
total_day_charge	-0.007	0.003	-0.087	-0.069	0.004	0.990	0.004	1.000	-0.012	0.022	-0.011	0.005	-0.006	0.003	-0.021	-0.006	-0.023	-0.006	0.140	0.059	0.064	0.049	0.357
total_eve_minutes	-0.018	0.009	-0.034	-0.050	0.015	-0.012	0.019	-0.012	1.000	0.000	0.987	-0.017	0.012	-0.017	0.010	0.025	0.011	-0.005	0.033	0.035	0.033	0.026	0.079
total_eve_calls	0.000	-0.000	0.002	0.024	0.005	0.022	-0.010	0.022	0.000	1.000	0.000	0.023	-0.001	0.023	-0.028	0.006	-0.027	0.015	0.000	0.016	0.012	0.020	0.037
total_eve_charge	-0.019	0.010	-0.034	-0.049	0.016	-0.011	0.020	-0.011	0.987	0.000	1.000	-0.014	0.012	-0.014	0.010	0.023	0.010	-0.004	0.029	0.036	0.034	0.031	0.079
total_night_minutes	-0.001	0.005	-0.018	-0.019	0.006	0.005	-0.004	0.005	-0.017	0.023	-0.014	1.000	-0.014	0.986	0.006	-0.005	0.004	0.001	0.025	0.039	0.027	0.034	0.054
total_night_calls	0.014	-0.014	0.006	-0.003	0.018	-0.007	0.007	-0.006	0.012	-0.001	0.012	-0.014	1.000	-0.014	0.010	0.009	0.010	0.004	0.000	0.037	0.029	0.063	0.020
total_night_charge	0.001	0.003	-0.018	-0.017	0.007	0.004	-0.002	0.003	-0.017	0.023	-0.014	0.986	-0.014	1.000	0.005	-0.003	0.002	0.003	0.031	0.039	0.038	0.027	0.059
total_intl_minutes	0.012	-0.006	-0.023	-0.025	0.011	-0.020	-0.003	-0.021	0.010	-0.028	0.010	0.006	0.010	0.005	1.000	0.016	0.986	-0.001	0.018	0.038	0.039	0.024	0.056
total_intl_calls	0.021	-0.018	0.006	0.022	-0.007	-0.005	0.001	-0.006	0.025	0.006	0.023	-0.005	0.009	-0.003	0.016	1.000	0.017	-0.030	0.000	0.019	0.030	0.000	0.052
total_intl_charge	0.015	-0.009	-0.023	-0.024	0.012	-0.022	-0.002	-0.023	0.011	-0.027	0.010	0.004	0.010	0.002	0.986	0.017	1.000	-0.001	0.021	0.037	0.041	0.027	0.061
number_customer_service_calls	-0.009	0.008	-0.070	-0.048	-0.021	-0.008	-0.010	-0.006	-0.005	0.015	-0.004	0.001	0.004	0.003	-0.001	-0.030	-0.001	1.000	0.095	0.043	0.027	0.055	0.257
promotions_offered	0.025	0.018	0.333	0.236	0.030	0.140	0.005	0.140	0.033	0.000	0.029	0.025	0.000	0.031	0.018	0.000	0.021	0.095	1.000	0.000	0.136	0.044	0.495
area_code	0.045	0.012	0.009	0.000	0.020	0.059	0.038	0.059	0.035	0.016	0.036	0.039	0.037	0.039	0.038	0.019	0.037	0.043	0.000	1.000	0.023	0.015	0.008
international_plan	0.035	0.019	0.118	0.110	0.025	0.064	0.042	0.064	0.033	0.012	0.034	0.027	0.029	0.038	0.039	0.030	0.041	0.027	0.136	0.023	1.000	0.000	0.211
voice_mail_plan	0.021	0.000	0.045	0.038	0.999	0.045	0.046	0.049	0.026	0.020	0.031	0.034	0.063	0.027	0.024	0.000	0.027	0.055	0.044	0.015	0.000	1.000	0.089
churn	0.031	0.000	0.519	0.494	0.095	0.356	0.039	0.357	0.079	0.037	0.079	0.054	0.020	0.059	0.056	0.052	0.061	0.257	0.495	0.008	0.211	0.089	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

First rows
Last rows

	state_code	tenure	contract_length	promotions_offered	remaining_term	last_nps_rating	area_code	international_plan	voice_mail_plan	number_vmail_messages	total_day_minutes	total_day_calls	total_day_charge	total_eve_minutes	total_eve_calls	total_eve_charge	total_night_minutes	total_night_calls	total_night_charge	total_intl_minutes	total_intl_calls	total_intl_charge	number_customer_service_calls	churn
id
16692	TN	100	18.0	No	23.0	9.0	area_code_510	no	no	2	117.264910	80	20.265147	226.325604	139	18.927987	217.002619	70	9.332900	8.308312	9	2.208759	2	no
6970	DE	92	15.0	No	7.0	7.0	area_code_510	no	no	0	216.213923	106	36.586609	190.880950	124	16.126664	224.264014	89	10.263007	8.238645	2	2.168779	1	yes
9747	AZ	62	10.0	No	18.0	10.0	area_code_415	no	yes	20	170.459335	127	27.000064	235.124965	109	20.911572	123.234534	87	5.731597	11.084169	5	3.153671	0	no
16099	KY	143	12.0	No	12.0	6.0	area_code_408	no	no	1	131.681970	120	23.501980	205.219041	91	17.844030	215.835004	91	9.407576	19.981388	4	5.242569	0	no
8833	HI	123	19.0	No	23.0	7.0	area_code_510	no	no	0	139.788135	105	23.576148	153.221244	103	12.536175	246.694873	130	10.800377	11.670808	9	3.205746	2	no
17100	KY	170	9.0	No	23.0	2.0	area_code_408	no	no	1	124.422926	73	23.873562	83.134604	104	6.240429	218.047766	121	10.088341	11.005512	6	3.216524	1	no
2572	ND	98	11.0	No	19.0	6.0	area_code_415	no	no	2	112.801222	137	20.025215	231.954948	110	18.330410	277.829739	119	12.614377	10.858467	6	2.854698	1	no
3584	NM	182	10.0	No	3.0	3.0	area_code_408	no	yes	30	178.790183	95	30.295836	292.080911	97	25.563228	166.094867	118	7.515159	15.583557	1	4.285075	3	no
5247	NV	95	21.0	No	20.0	2.0	area_code_415	no	no	1	202.056890	147	34.388799	234.072666	116	20.509642	195.362072	67	8.378956	10.664819	4	2.889718	1	no
2164	IN	123	15.0	Yes	1.0	6.0	area_code_408	no	no	2	173.751720	98	27.988625	163.414520	109	14.598007	241.622796	76	11.310403	11.422026	2	3.070523	1	no

	state_code	tenure	contract_length	promotions_offered	remaining_term	last_nps_rating	area_code	international_plan	voice_mail_plan	number_vmail_messages	total_day_minutes	total_day_calls	total_day_charge	total_eve_minutes	total_eve_calls	total_eve_charge	total_night_minutes	total_night_calls	total_night_charge	total_intl_minutes	total_intl_calls	total_intl_charge	number_customer_service_calls	churn
id
13686	IL	124	24.0	No	4.0	7.0	area_code_415	no	no	0	141.711633	96	25.763838	264.235369	95	22.153979	266.125990	100	12.298016	11.065096	4	3.213229	3	no
7962	WV	38	13.0	No	24.0	10.0	area_code_408	no	no	1	234.168706	121	39.105097	195.530528	127	16.407778	120.363876	104	5.695577	9.805371	4	2.630421	1	no
8060	VT	155	11.0	No	17.0	6.0	area_code_510	no	no	1	165.641045	71	27.494460	215.369627	47	18.039833	168.392906	89	7.724314	5.327699	2	1.484401	3	no
7916	OR	160	14.0	No	23.0	2.0	area_code_510	no	no	1	106.809259	94	20.182872	213.036436	101	17.526924	271.826731	108	11.814288	12.040602	5	3.503969	0	no
1182	MO	108	15.0	No	6.0	2.0	area_code_415	no	yes	41	87.825722	70	12.116359	183.462224	103	16.537779	235.390600	117	10.564099	4.545567	5	1.288634	2	no
8222	MS	145	10.0	No	5.0	6.0	area_code_510	no	no	1	145.325677	118	26.130730	195.327913	87	16.510144	177.148800	88	7.970189	10.761491	5	2.836673	1	no
9449	AL	30	NaN	NaN	NaN	NaN	area_code_510	no	no	0	240.984307	83	39.239845	189.881009	88	16.329474	155.550342	55	6.548421	6.774797	2	1.885143	0	NaN
8471	OH	165	15.0	No	16.0	10.0	area_code_510	no	no	2	163.462889	99	27.203479	198.727605	127	18.274905	198.142324	125	9.672272	8.795677	9	2.190617	1	no
17048	PA	151	18.0	No	3.0	9.0	area_code_415	no	no	2	184.005960	81	32.250304	211.700386	125	17.824783	231.717911	88	9.817061	10.535620	5	2.762639	2	no
1318	IL	107	24.0	No	10.0	1.0	area_code_510	no	no	2	138.357542	69	23.550859	158.449422	97	13.436846	252.617171	97	11.073645	13.590449	5	3.562098	0	no

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent character per category

Uppercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Decimal Number

Connector Punctuation

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Correlations

Missing values

Sample